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ekf2: move IMU down sampler to imu_down_sampler/
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#include "imu_down_sampler/imu_down_sampler.hpp"
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#include <lib/mathlib/mathlib.h>
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ImuDownSampler::ImuDownSampler(int32_t &target_dt_us) : _target_dt_us(target_dt_us)
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{
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reset();
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}
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// integrate imu samples until target dt reached
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// assumes that dt of the gyroscope is close to the dt of the accelerometer
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// returns true if target dt is reached
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bool ImuDownSampler::update(const imuSample &imu_sample_new)
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{
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_delta_ang_dt_avg = 0.9f * _delta_ang_dt_avg + 0.1f * imu_sample_new.delta_ang_dt;
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// accumulate time deltas
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_imu_down_sampled.time_us = imu_sample_new.time_us;
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_imu_down_sampled.delta_ang_dt += imu_sample_new.delta_ang_dt;
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_imu_down_sampled.delta_vel_dt += imu_sample_new.delta_vel_dt;
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_imu_down_sampled.delta_vel_clipping[0] |= imu_sample_new.delta_vel_clipping[0];
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_imu_down_sampled.delta_vel_clipping[1] |= imu_sample_new.delta_vel_clipping[1];
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_imu_down_sampled.delta_vel_clipping[2] |= imu_sample_new.delta_vel_clipping[2];
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// use a quaternion to accumulate delta angle data
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// this quaternion represents the rotation from the start to end of the accumulation period
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const Quatf delta_q(AxisAnglef(imu_sample_new.delta_ang));
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_delta_angle_accumulated = _delta_angle_accumulated * delta_q;
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_delta_angle_accumulated.normalize();
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// rotate the accumulated delta velocity data forward each time so it is always in the updated rotation frame
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const Dcmf delta_R(delta_q.inversed());
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_imu_down_sampled.delta_vel = delta_R * _imu_down_sampled.delta_vel;
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// accumulate the most recent delta velocity data at the updated rotation frame
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// assume effective sample time is halfway between the previous and current rotation frame
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_imu_down_sampled.delta_vel += (imu_sample_new.delta_vel + delta_R * imu_sample_new.delta_vel) * 0.5f;
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_accumulated_samples++;
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// required number of samples accumulated and the total time is at least half of the target
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// OR total time already exceeds the target
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if ((_accumulated_samples >= _required_samples && _imu_down_sampled.delta_ang_dt > _min_dt_s)
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|| (_imu_down_sampled.delta_ang_dt > _target_dt_s)) {
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_imu_down_sampled.delta_ang = AxisAnglef(_delta_angle_accumulated);
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return true;
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}
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return false;
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}
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void ImuDownSampler::reset()
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{
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_imu_down_sampled = {};
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_delta_angle_accumulated.setIdentity();
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_accumulated_samples = 0;
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// target dt in seconds safely constrained
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float target_dt_s = math::constrain(_target_dt_us, (int32_t)1000, (int32_t)100000) * 1e-6f;
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_required_samples = math::max((int)roundf(target_dt_s / _delta_ang_dt_avg), 1);
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_target_dt_s = _required_samples * _delta_ang_dt_avg;
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// minimum delta angle dt (in addition to number of samples)
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_min_dt_s = math::max(_delta_ang_dt_avg * (_required_samples - 1.f), _delta_ang_dt_avg * 0.5f);
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}
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@@ -0,0 +1,79 @@
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/****************************************************************************
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*
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* Copyright (c) 2019-2023 PX4 Development Team. All rights reserved.
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions
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* are met:
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*
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* 1. Redistributions of source code must retain the above copyright
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* notice, this list of conditions and the following disclaimer.
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* 2. Redistributions in binary form must reproduce the above copyright
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* notice, this list of conditions and the following disclaimer in
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* the documentation and/or other materials provided with the
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* distribution.
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* 3. Neither the name PX4 nor the names of its contributors may be
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* used to endorse or promote products derived from this software
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* without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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* "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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* LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS
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* FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE
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* COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT,
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* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
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* BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS
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* OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED
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* AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
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* LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN
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* ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
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* POSSIBILITY OF SUCH DAMAGE.
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*
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****************************************************************************/
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/**
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* Downsamples IMU data to a lower rate such that EKF predicition can happen less frequent
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* @author Kamil Ritz <ka.ritz@hotmail.com>
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*/
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#ifndef EKF_IMU_DOWN_SAMPLER_HPP
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#define EKF_IMU_DOWN_SAMPLER_HPP
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#include <mathlib/mathlib.h>
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#include <matrix/math.hpp>
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#include "../common.h"
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using namespace estimator;
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class ImuDownSampler
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{
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public:
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explicit ImuDownSampler(int32_t &target_dt_us);
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~ImuDownSampler() = default;
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bool update(const imuSample &imu_sample_new);
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imuSample getDownSampledImuAndTriggerReset()
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{
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imuSample imu{_imu_down_sampled};
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reset();
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return imu;
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}
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private:
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void reset();
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imuSample _imu_down_sampled{};
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Quatf _delta_angle_accumulated{};
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int _accumulated_samples{0};
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int _required_samples{1};
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int32_t &_target_dt_us;
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float _target_dt_s{0.010f};
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float _min_dt_s{0.005f};
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float _delta_ang_dt_avg{0.005f};
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};
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#endif // !EKF_IMU_DOWN_SAMPLER_HPP
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